{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 353,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import jieba\n",
    "import re\n",
    "import warnings\n",
    "from pyecharts import Style, Geo, Map, Line, Pie\n",
    "from chinese_province_city_area_mapper.transformer import CPCATransformer\n",
    "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
    "from snownlp import SnowNLP\n",
    "\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>1、读取并简单处理数据</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取数据\n",
    "df1 = pd.read_csv('comments.csv', names=['name', 'score', 'comment', 'date', 'href'])\n",
    "df2 = pd.read_csv('cities.csv', names=['city'])\n",
    "df = pd.merge(df1, df2, left_index=True, right_index=True, how='outer') # 根据索引合并数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 480 entries, 0 to 479\n",
      "Data columns (total 6 columns):\n",
      "name       480 non-null object\n",
      "score      480 non-null object\n",
      "comment    480 non-null object\n",
      "date       480 non-null object\n",
      "href       480 non-null object\n",
      "city       480 non-null object\n",
      "dtypes: object(6)\n",
      "memory usage: 46.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info() # 看一下是否有缺失数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 480 entries, 0 to 479\n",
      "Data columns (total 6 columns):\n",
      "name       480 non-null object\n",
      "score      465 non-null float64\n",
      "comment    480 non-null object\n",
      "date       480 non-null object\n",
      "city       480 non-null object\n",
      "score1     480 non-null object\n",
      "dtypes: float64(1), object(5)\n",
      "memory usage: 26.2+ KB\n",
      "None\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>score</th>\n",
       "      <th>comment</th>\n",
       "      <th>date</th>\n",
       "      <th>city</th>\n",
       "      <th>score1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>姨妈的鸭</td>\n",
       "      <td>5.0</td>\n",
       "      <td>春节期间最大的一场烟花是看你爸为你和地球点燃的宇宙爆炸太朋克了</td>\n",
       "      <td>2019-02-05</td>\n",
       "      <td>上海</td>\n",
       "      <td>力荐</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ou</td>\n",
       "      <td>2.0</td>\n",
       "      <td>不论从任何一种标准科幻片的华语片的华语科幻片的来看都不能称得上是部合格影片严重过度剪辑这种典...</td>\n",
       "      <td>2019-02-05</td>\n",
       "      <td>辽宁大连</td>\n",
       "      <td>较差</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Booige Boom</td>\n",
       "      <td>5.0</td>\n",
       "      <td>热评第一条我就呵呵了中国科幻电影为什么不值得我们打高分去鼓励非要放在国际水平线上才是客观的吗...</td>\n",
       "      <td>2019-02-06</td>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>力荐</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[已注销]</td>\n",
       "      <td>1.0</td>\n",
       "      <td>一分画面分在一个烧石头都能做热核聚变的高科技时代会搞不清楚发动机的工作条件导致集体熄火拉全人...</td>\n",
       "      <td>2019-02-05</td>\n",
       "      <td>广东广州</td>\n",
       "      <td>很差</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>苏妄言</td>\n",
       "      <td>1.0</td>\n",
       "      <td>这回还真不是吴京的锅而是整个团队的锅前半段尴尬后半段强行撩导演这剪辑和节奏掌握的都赶上各种笔...</td>\n",
       "      <td>2019-02-05</td>\n",
       "      <td>北京</td>\n",
       "      <td>很差</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          name  score                                            comment  \\\n",
       "0         姨妈的鸭    5.0                    春节期间最大的一场烟花是看你爸为你和地球点燃的宇宙爆炸太朋克了   \n",
       "1           Ou    2.0  不论从任何一种标准科幻片的华语片的华语科幻片的来看都不能称得上是部合格影片严重过度剪辑这种典...   \n",
       "2  Booige Boom    5.0  热评第一条我就呵呵了中国科幻电影为什么不值得我们打高分去鼓励非要放在国际水平线上才是客观的吗...   \n",
       "3        [已注销]    1.0  一分画面分在一个烧石头都能做热核聚变的高科技时代会搞不清楚发动机的工作条件导致集体熄火拉全人...   \n",
       "4          苏妄言    1.0  这回还真不是吴京的锅而是整个团队的锅前半段尴尬后半段强行撩导演这剪辑和节奏掌握的都赶上各种笔...   \n",
       "\n",
       "         date                 city score1  \n",
       "0  2019-02-05                   上海     力荐  \n",
       "1  2019-02-05                 辽宁大连     较差  \n",
       "2  2019-02-06  Antigua and Barbuda     力荐  \n",
       "3  2019-02-05                 广东广州     很差  \n",
       "4  2019-02-05                   北京     很差  "
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop('href', axis=1, inplace=True) # 去掉href列\n",
    "df.drop_duplicates(subset=None, keep='first', inplace=True) # 去重（这里没有重复值）\n",
    "df.dropna(axis=0) # 删除空值 (这里没有空值)\n",
    "\n",
    "# 去掉comment的span标签\n",
    "def comment_process(comment):\n",
    "    comment = comment.strip('<span class=\"short\">').strip('</span>').replace('\\n', '').replace('\\r', '')\n",
    "    p = re.compile('[^\\u4e00-\\u9fa5]')  # 中文编码范围\\u4e00到\\u9fa5\n",
    "    comment = re.sub(p,'',comment)\n",
    "    return comment\n",
    "\n",
    "df['comment'] = df['comment'].apply(comment_process) # 使用apply比循环要快\n",
    "\n",
    "# 评分转换数字\n",
    "df['score1'] = df['score']\n",
    "df['score'] = df['score'].map({\n",
    "    '力荐': 5,\n",
    "    '推荐': 4,\n",
    "    '还行': 3,\n",
    "    '较差': 2,\n",
    "    '很差': 1\n",
    "})\n",
    "df['date'] = pd.to_datetime(df['date']).dt.strftime('%Y-%m-%d')  # 将datetime字段由object转换成datetime类型，速度回快很多\n",
    "# 看一下处理结果\n",
    "print(df.info())\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>2、评论用户地理位置</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 处理城市数据，如'讷河, 齐齐哈尔'提取为齐齐哈尔，'江苏南京'提取为南京，同时去除国外城市\n",
    "def city_process(line):\n",
    "    city = re.compile('[^\\u4e00-\\u9fa5]') # 中文编码范围\\u4e00到\\u9fa5\n",
    "    # 取出中文字符，返回列表\n",
    "    zh = re.split(city, line)\n",
    "    # 取列表中最后一个，例如'讷河, 齐齐哈尔'取齐齐哈尔\n",
    "    zh = zh[-1]\n",
    "    return zh\n",
    "\n",
    "df['city'] = df['city'].apply(city_process)\n",
    "# 提取出city中的市\n",
    "cpca = CPCATransformer()\n",
    "df['city'] = cpca.transform(df.city)['市']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [
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       "    \"visualMap\": {\n",
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       "        \"min\": 0,\n",
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       "        \"inRange\": {\n",
       "            \"color\": [\n",
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       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"splitNumber\": 5,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"left\",\n",
       "        \"top\": \"bottom\",\n",
       "        \"showLabel\": true\n",
       "    }\n",
       "};\n",
       "myChart_05e8d297fba24ebeab901261795fe94a.setOption(option_05e8d297fba24ebeab901261795fe94a);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.geo.Geo at 0x124a00588>"
      ]
     },
     "execution_count": 291,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df[df['city'] != ''] # 去除城市为空数据\n",
    "\n",
    "counts = pd.value_counts(df1['city'])\n",
    "attr = counts.index.to_list()\n",
    "value = counts[counts.index].to_list()\n",
    "\n",
    "# 设置地图样式\n",
    "style = Style(\n",
    "    title_color=\"#fff\",\n",
    "    title_pos=\"center\",\n",
    "    width=1200,\n",
    "    height=600,\n",
    "    background_color='#404a59'\n",
    ")\n",
    "\n",
    "chart = Geo('<流浪地球>评论用户地理位置', '数据来源：豆瓣', **style.init_style)\n",
    "# 属性，值\n",
    "chart.add('', attr, value, # visual_range=[0, 200],\n",
    "          visual_text_color=\"#fff\", is_legend_show=False,\n",
    "          symbol_size=15, is_visualmap=True,\n",
    "          tooltip_formatter='{b}',\n",
    "          label_emphasis_textsize=15,\n",
    "          label_emphasis_pos='right')\n",
    "# chart.render('邪不压正粉丝人群地理位置.html') 保存文件\n",
    "chart # 直接展示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，北京上海及沿海城市的评论用户较多"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>3、评分趋势</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "                    12\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-07\",\n",
       "                    9\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-08\",\n",
       "                    9\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-09\",\n",
       "                    4\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-10\",\n",
       "                    3\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-11\",\n",
       "                    4\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-12\",\n",
       "                    3\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-13\",\n",
       "                    2\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-14\",\n",
       "                    1\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-17\",\n",
       "                    1\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-19\",\n",
       "                    1\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-24\",\n",
       "                    1\n",
       "                ]\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"lineStyle\": {\n",
       "                \"normal\": {\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"areaStyle\": {\n",
       "                \"opacity\": 0\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 854712\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"line\",\n",
       "            \"name\": \"\\u5f88\\u5dee\",\n",
       "            \"symbol\": \"emptyCircle\",\n",
       "            \"symbolSize\": 4,\n",
       "            \"smooth\": false,\n",
       "            \"step\": false,\n",
       "            \"showSymbol\": true,\n",
       "            \"data\": [\n",
       "                [\n",
       "                    \"2019-02-05\",\n",
       "                    11\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-06\",\n",
       "                    8\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-07\",\n",
       "                    3\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-08\",\n",
       "                    6\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-09\",\n",
       "                    2\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-10\",\n",
       "                    2\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-11\",\n",
       "                    5\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-12\",\n",
       "                    3\n",
       "                ],\n",
       "                [\n",
       "                    \"2019-02-13\",\n",
       "                    1\n",
       "                ]\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"lineStyle\": {\n",
       "                \"normal\": {\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"areaStyle\": {\n",
       "                \"opacity\": 0\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 854712\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u529b\\u8350\",\n",
       "                \"\\u63a8\\u8350\",\n",
       "                \"\\u8fd8\\u884c\",\n",
       "                \"\\u8f83\\u5dee\",\n",
       "                \"\\u5f88\\u5dee\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"2019-02-05\",\n",
       "                \"2019-02-06\",\n",
       "                \"2019-02-07\",\n",
       "                \"2019-02-08\",\n",
       "                \"2019-02-09\",\n",
       "                \"2019-02-10\",\n",
       "                \"2019-02-11\",\n",
       "                \"2019-02-12\",\n",
       "                \"2019-02-13\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_78926fcc3c4942a48d04b58db4fc0313.setOption(option_78926fcc3c4942a48d04b58db4fc0313);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.line.Line at 0x12673b240>"
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df[df['score'] != '--'][['date', 'score', 'score1']] # 去除未评分数据并取出date，score，score1三列\n",
    "# 提取出5个评分的时间序列\n",
    "df_5 = df2[df2['score'] == 5][['date', 'score1']]\n",
    "df_4 = df2[df2['score'] == 4][['date', 'score1']]\n",
    "df_3 = df2[df2['score'] == 3][['date', 'score1']]\n",
    "df_2 = df2[df2['score'] == 2][['date', 'score1']]\n",
    "df_1 = df2[df2['score'] == 1][['date', 'score1']]\n",
    "\n",
    "# 统计每日评分次数\n",
    "df_5 = df_5.groupby(['date']).count()\n",
    "df_4 = df_4.groupby(['date']).count()\n",
    "df_3 = df_3.groupby(['date']).count()\n",
    "df_2 = df_2.groupby(['date']).count()\n",
    "df_1 = df_1.groupby(['date']).count()\n",
    "\n",
    "line = Line('评分趋势')\n",
    "line.add('力荐', df_5.index.tolist(), df_5.score1.tolist())\n",
    "line.add('推荐', df_4.index.tolist(), df_4.score1.tolist())\n",
    "line.add('还行', df_3.index.tolist(), df_3.score1.tolist())\n",
    "line.add('较差', df_2.index.tolist(), df_2.score1.tolist())\n",
    "line.add('很差', df_1.index.tolist(), df_1.score1.tolist())\n",
    "\n",
    "line"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "因为爬取的是热门评论，所以是越早的评论点赞越高，如果要分析评分趋势还是需要所有的评论"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>4、各评分占比</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"34fdc27b8dde48ebb93bdfaa19e22f69\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_34fdc27b8dde48ebb93bdfaa19e22f69 = echarts.init(document.getElementById('34fdc27b8dde48ebb93bdfaa19e22f69'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_34fdc27b8dde48ebb93bdfaa19e22f69 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5404\\u8bc4\\u5206\\u5360\\u6bd4\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 4225369,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u8fd8\\u884c\",\n",
       "                    \"value\": 131\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u63a8\\u8350\",\n",
       "                    \"value\": 119\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u529b\\u8350\",\n",
       "                    \"value\": 106\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8f83\\u5dee\",\n",
       "                    \"value\": 68\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5f88\\u5dee\",\n",
       "                    \"value\": 41\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"30%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"outside\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": \"{b}: {d}%\"\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": \"{b}: {d}%\"\n",
       "                }\n",
       "            },\n",
       "            \"seriesId\": 4225369\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u8fd8\\u884c\",\n",
       "                \"\\u63a8\\u8350\",\n",
       "                \"\\u529b\\u8350\",\n",
       "                \"\\u8f83\\u5dee\",\n",
       "                \"\\u5f88\\u5dee\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": false,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_34fdc27b8dde48ebb93bdfaa19e22f69.setOption(option_34fdc27b8dde48ebb93bdfaa19e22f69);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.pie.Pie at 0x1262f80f0>"
      ]
     },
     "execution_count": 293,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score_counts = df[df['score1'] != '--']['score1'].value_counts()\n",
    "attr = score_counts.index.tolist()\n",
    "value = score_counts[attr].tolist()\n",
    "\n",
    "pie = Pie('各评分占比')\n",
    "pie.add('', attr, value, radius=[30, 75], rosetype='radius', is_legend_show=False, is_label_show=True)\n",
    "pie"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "评论以3分4分为主，也有不少5分，总体来说评价还不错"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=blue>5、词云图</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [],
   "source": [
    "comment_cut = ''\n",
    "comments = df['comment'].tolist()\n",
    "\n",
    "for comment in comments:\n",
    "    comment = jieba.cut(comment)\n",
    "    comment = ' '.join(comment)\n",
    "    comment_cut += comment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 348,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 添加停用词\n",
    "stopwords = STOPWORDS.copy()\n",
    "stopwords.update([\n",
    "    '流浪', '地球', '这种', '完全', '最后', '但是', '这个', '还是',\n",
    "    '有点', '电影', '希望', '没有', '就是', '什么', '觉得', '其实',\n",
    "    '不是', '真的', '感觉', '因为', '这么', '很多', '已经', '一个',\n",
    "    '这样', '一部', '非常', '那么', '作为', '个人', '基本', '只能',\n",
    "    '真是', '应该', '不能', '尤其', '可能', '确实', '只是', '一点' \n",
    "]) # 还有很多词可以停用，没有全部列出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 349,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12c414e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#参数分别是指定字体、背景颜色、最大的词的大小、使用给定图作为背景形状 \n",
    "wc = WordCloud(width=1024,height=768,background_color='white',\n",
    "  font_path='Users/wangyutian/Library/Fonts/simhei.ttf',\n",
    "  stopwords=stopwords,max_font_size=400,\n",
    "  random_state=50)\n",
    "wc.generate_from_text(comment_cut)\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.imshow(wc)\n",
    "plt.axis('off')#不显示坐标轴  \n",
    "plt.show()\n",
    "#保存结果到本地\n",
    "# wc.to_file('wordcloud')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "词云图来看，评论用户对本部国产科幻电影的评价还是不错，总体来说还是支持的。我也看了这部电影，特效不错，但是剧情有些低估观众智商而且后面的演讲看的我相当尴尬(⊙﹏⊙)b，总体来说还是不错的，作为国产科幻电影还是值得鼓励的。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
